Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 23.374 | voltplanmcp · front-end | Generate electrical wiring diagrams for campers, boats, and off-grid power systems with automatic cable sizing, fuse calculations, and component… | 1 fork | No one-command install · Source | |
| 202 | 23.374 | agy-ui-mcpmcp · front-end | Delegates frontend/UI refinement to Gemini via agy CLI, using iterative vision loops and diff-gating to realign UIs to design mockups without… | 1 fork | No one-command install · Source | |
| 203 | 23.374 | coppermindmcp · front-end | Enables AI assistants to design PCBs in KiCAD through natural language, with transactional preview-verify-commit workflow, undo/redo, and an… | 1 fork | No one-command install · Source | |
| 204 | 23.374 | almond-mcpmcp · front-end | Enables interaction with Rhino 8 for architectural design, furniture placement, structural analysis, and publishing to Chestnut via MCP tools. | 1 fork | No one-command install · Source | |
| 205 | 23.374 | floors-live-mcp-servermcp · front-end | MCP server for Floors.live that lets AI assistants create events, design floorplans, manage guest lists, and run intelligent seating assignments. | 1 fork | No one-command install · Source | |
| 206 | 23.374 | designforyoumcp · front-end | Generates logos, social media posts, app-store screenshots, comic panels, and visual-novel assets from natural-language prompts using 119 templates. | 1 fork | No one-command install · Source | |
| 207 | 23.374 | music-search-mcp-servermcp · front-end | Enables searching and playing music from YouTube, returning top results or playable URLs, designed for XiaoZhi ESP32 robot. | 1 fork | No one-command install · Source | |
| 208 | 23.374 | uiautomation-mcpmcp · front-end | Enables AI assistants to inspect and automate Windows desktop UI elements by exploring UI trees, checking properties, performing actions like clicking… | 1 fork | No one-command install · Source | |
| 209 | 23.374 | chemanimmcp · front-end | Converts chemistry animation requests into Manim scenes using DeepSeek for structure generation and RDKit for validation, with PubChem lookup and… | 1 fork | No one-command install · Source | |
| 210 | 23.374 | blender-animation-mcpmcp · front-end | Enables multimodal models to drive Blender animation through precise timeline and keyframe tools, import GLB/glTF assets, inspect rigs, and render… | 1 fork | No one-command install · Source | |
| 211 | 23.374 | motionspecmcp · front-end | Enables LLMs to generate safe, accessible scroll-driven web animations by translating natural language requests into validated JSON specs, then… | 1 fork | No one-command install · Source | |
| 212 | 23.374 | salesforce-mcpmcp · front-end | A focused MCP server for Salesforce CRM that exposes read/write access to standard CRM objects via six tools, designed for multi-tenant gateway… | 1 fork | No one-command install · Source | |
| 213 | 25.306 | spark-ai-assets-marketplacemcp · front-end | Discover and download a variety of assets including prompts, skills, and connectors from the Spark marketplace. Access detailed documentation… | 1,345 installs | No commit datelisted | No one-command install · Source |
| 214 | 29.013 | raspberry-pi-notesmcp · front-end | Provides a lightweight note storage system for creating, reading, and summarizing notes with custom styling options, designed to run efficiently on… | 1 star · 1 fork | No one-command install · Source | |
| 215 | 29.013 | rorymb-make-mcpmcp · front-end | Simplifies the creation of custom MCP servers through natural language requests, providing documentation on implementation structure, components, and… | 1 star · 1 fork | No one-command install · Source | |
| 216 | 29.013 | langgraph-mcp-servermcp · front-end | A clean, modular Model Context Protocol server implementation for LangGraph documentation, designed for easy extensibility with tools and resources. | 1 star · 1 fork | No one-command install · Source | |
| 217 | 29.013 | mcp-academic-editormcp · front-end | A sophisticated academic manuscript revision system that provides surgical, line-anchored editing tools through MCP, designed for precise manuscript… | 1 star · 1 fork | No one-command install · Source | |
| 218 | 29.013 | mcp-dsfrmcp · front-end | Generates, validates, and audits French government DSFR components with RGAA 4.1 accessibility compliance, enabling seamless integration into Claude… | 1 star · 1 fork | No one-command install · Source | |
| 219 | 29.013 | shadcn-registry-managermcp · front-end | Integrates with the shadcn/ui component registry to initialize projects, add components, and manage configurations remotely through CLI operations… | 1 star · 1 fork | No one-command install · Source | |
| 220 | 29.013 | appsaimcp · front-end | Official MCP server for AppsAI, enabling full-stack Next.js app development and deployment with tools for React, AWS, and MongoDB. | 1 star · 1 fork | No one-command install · Source | |
| 221 | 29.013 | plutocalcdesigner-mcpmcp · front-end | Connects to Plutocalc Designer for water and wastewater treatment plant design calculations. | 1 star · 1 fork | No one-command install · Source | |
| 222 | 29.013 | plutocalc-designer-mcp-servermcp · front-end | Enables water and wastewater treatment system design by accessing Plutocalc Designer calculation models, templates, and computations through the MCP… | 1 star · 1 fork | No one-command install · Source | |
| 223 | 29.013 | yyues-antdvmcp · front-end | Provides structured access to Ant Design Vue component documentation with full-text search, component listing, API specification retrieval, and prop… | 1 star · 1 fork | No one-command install · Source | |
| 224 | 29.013 | forge-stack-whatsappmcp · front-end | Self-hosted WhatsApp integration with QR code login, message history sync, contact management, and full-text search through a Next.js bridge and… | 1 star · 1 fork | No one-command install · Source | |
| 225 | 29.013 | simple-storybook-preview-mcpmcp · front-end | Enables live preview of Storybook components inside the IDE as the AI edits them, using MCP Apps integration. | 1 star · 1 fork | No one-command install · Source | |
| 226 | 29.013 | gh-matipojo-storybook-previewmcp · front-end | Renders Storybook component previews inside the IDE as components are edited. | 1 star · 1 fork | No one-command install · Source | |
| 227 | 29.013 | figma-svg-to-icon-mcpmcp · front-end | Extracts SVG icons from Figma and generates React TSX icon components automatically, enabling AI assistants like GitHub Copilot and Claude to manage… | 1 star · 1 fork | No one-command install · Source | |
| 228 | 29.013 | mcp-unity-editormcp · front-end | Enables AI assistants to interact with Unity Editor, managing scenes, game objects, animations, materials, scripts, and more via natural language… | 1 star · 1 fork | No one-command install · Source | |
| 229 | 29.013 | building-register-mcpmcp · front-end | Queries South Korean building register data (e.g., floor area, parking, seismic design) via a single unified tool, converting API responses to Korean… | 1 star · 1 fork | No one-command install · Source | |
| 230 | 29.013 | ruixen-mcp-servermcp · front-end | Enables AI assistants to discover, search, and retrieve Ruixen UI components from the live registry, providing installation commands for… | 1 star · 1 fork | No one-command install · Source | |
| 231 | 29.013 | mcp-morning-briefmcp · front-end | Subscribe to RSS/Atom feeds and get a deduped daily brief, designed for daily Claude Desktop chats. | 1 star · 1 fork | No one-command install · Source | |
| 232 | 29.013 | pim97-scrappeymcp · front-end | Bridges AI models with Scrappey's web automation platform, enabling browser session management, HTTP requests, and complex browser actions while… | 1 star · 1 fork | No one-command install · Source | |
| 233 | 29.013 | cocos-asset-forge-mcpmcp · front-end | An MCP server that enables AI-assisted Cocos Creator asset production, generating sprites, animation frames, tilesets, UI assets, sound effects, and… | 1 star · 1 fork | No one-command install · Source | |
| 234 | 29.013 | tweekitmcp · front-end | Universal file conversion service supporting 400+ formats including legacy Office, design files, and CAD documents | 1 star · 1 fork | No one-command install · Source | |
| 235 | 29.013 | imgui-mcpmcp · front-end | Enables AI agents to visually design and iterate on Dear ImGui game UIs in real-time with live preview, input simulation, and a wide range of widgets… | 1 star · 1 fork | No one-command install · Source | |
| 236 | 29.013 | componecatmcp · front-end | Enables AI agents to access an organization's software component catalog, including entities, relationships, interfaces, documentation, and team… | 1 star · 1 fork | No one-command install · Source | |
| 237 | 29.013 | blossommcp · front-end | Enables collaborative project planning by connecting an MCP-capable chat app to a generative AI that manages tasks and dependencies, with a live web… | 1 star · 1 fork | No one-command install · Source | |
| 238 | 29.013 | manim-webmcp · front-end | MCP server for creating math animations with manim, enabling AI-driven real-time interactive creation and browser preview. | 1 star · 1 fork | No one-command install · Source | |
| 239 | 29.013 | topaz-network-assistantmcp · front-end | MCP server for Topaz switches: searches documentation, performs network diagnostics (ping, traceroute, port scanning, etc.), calculates subnets, and… | 1 star · 1 fork | No one-command install · Source | |
| 240 | 29.013 | splice-cad-mcpmcp · front-end | MCP server for Splice CAD cable assembly and wiring harness design tool. Enables AI agents to search parts, build harness plans, create components… | 1 star · 1 fork | No one-command install · Source | |
| 241 | 29.013 | ds-mcpmcp · front-end | A read-only MCP server that provides AI coding agents with a queryable contract for design system tokens, components, patterns, and anti-patterns. | 1 star · 1 fork | No one-command install · Source | |
| 242 | 29.013 | cg-agent-kitmcp · front-end | Enables AI agents to design hardware by writing C-like HDL and compiling it to Verilog, with real toolchain verification including synthesis checks. | 1 star · 1 fork | No one-command install · Source | |
| 243 | 29.013 | figma-dev-toolsmcp · front-end | Enables conversion of Figma designs into frontend code (React, Vue, HTML, etc.) with high fidelity, including design tokens, assets, and responsive… | 1 star · 1 fork | No one-command install · Source | |
| 244 | 29.013 | writable-figma-mcp-bridgemcp · front-end | Enables MCP-compatible AI clients to read and modify the user's currently open Figma file by executing JavaScript in Figma's sandbox, all through a… | 1 star · 1 fork | No one-command install · Source | |
| 245 | 29.013 | minimal-node-js-mcp-servermcp · front-end | A stateless MCP server for filesystem operations, command execution, and computation, designed for use with llama.cpp WebUI. | 1 star · 1 fork | No one-command install · Source | |
| 246 | 29.013 | cst-mcpmcp · front-end | Turns CST Studio Suite into an AI-controllable electromagnetic design lab, enabling conversational THz metamaterial absorber design, unit-cell… | 1 star · 1 fork | No one-command install · Source | |
| 247 | 29.013 | zenn-articlesmcp · front-end | An MCP server for searching Zenn blog posts and generating frontend weekly content summaries. | 1 star · 1 fork | No one-command install · Source | |
| 248 | 29.013 | designjs-mcp-servermcp · front-end | MCP server that enables AI coding agents to read and write to a local-first HTML/CSS design canvas, bridging visual design and code generation. | 1 star · 1 fork | No one-command install · Source | |
| 249 | 32.223 | 21stdev-magic-ui-generatormcp · front-end | Bridges to 21st.dev's Magic API for generating UI components from descriptions, fetching existing components for inspiration, and searching for… | 2 stars | No one-command install · Source | |
| 250 | 32.223 | johmil-microsoft-teams-notificationsmcp · front-end | Enables sending markdown-formatted notifications to Microsoft Teams channels using Azure AD authentication, specifically designed for development… | 2 stars | No one-command install · Source | |
| 251 | 32.223 | neoforge-dev-browsermcp · front-end | Provides a headless browser interface for testing and analyzing frontend applications, enabling screenshot capture, DOM extraction, CSS analysis… | 2 stars | No one-command install · Source | |
| 252 | 32.223 | doubao-imagemcp · front-end | Integrates with ByteDance's Doubao API to generate images from text prompts with configurable dimensions and quality settings for automated visual… | 2 stars | No one-command install · Source | |
| 253 | 32.223 | w2xi-v-rappermcp · front-end | Provides quick access to Evan You's v-rapper video from VueConf 2025 through a single tool that returns the Bilibili video URL when queried about the… | 2 stars | No one-command install · Source | |
| 254 | 32.223 | artegy-gemini-climcp · front-end | Bridges code2prompt with Google's Gemini models to analyze entire codebases or specific components, providing architectural reviews, refactoring… | 2 stars | No one-command install · Source | |
| 255 | 32.223 | kenji-game-enginemcp · front-end | Provides access to a modern TypeScript game engine with Entity Component System architecture, 2D Canvas rendering, and itch.io deployment for rapid… | 2 stars | No one-command install · Source | |
| 256 | 32.223 | yc-css-uimcp · front-end | Analyzes CSS code to identify layout issues, specificity conflicts, and browser compatibility problems, then generates corrected CSS with preserved… | 2 stars | No one-command install · Source | |
| 257 | 32.223 | neobrutalism-mcp-servermcp · front-end | Provides AI assistants with access to neobrutalism-styled React components, enabling them to generate UI code and prototypes using components like… | 2 stars | No one-command install · Source | |
| 258 | 32.223 | praveenc-cloudscape-docsmcp · front-end | Semantic search over AWS Cloudscape Design System documentation using vector embeddings and LanceDB to find relevant component documentation and… | 2 stars | No one-command install · Source | |
| 259 | 32.223 | sudigital-azure-game-studiomcp · front-end | Multi-engine game development toolkit generating production-ready code for Blender 3D modeling, Unity games, Flutter/Flame mobile games, and Figma UI… | 2 stars | No one-command install · Source | |
| 260 | 32.223 | gemini-design-mcp-servermcp · front-end | Generates frontend UI code from text descriptions, screenshots, or iterative refinement using Gemini 2.5 Flash. | 2 stars | No one-command install · Source | |
| 261 | 32.223 | yoyo-bot-mcpmcp · front-end | Connects AI agents to Yoyo, the social network for AI, enabling posting, chatting, reacting, following, and discovering other agents via MCP tools. | 2 stars | No one-command install · Source | |
| 262 | 32.223 | igorfelipeduca-reacticxmcp · front-end | Provides documentation access for the Reacticx React Native component library with 90+ animated components and installation helpers. | 2 stars | No one-command install · Source | |
| 263 | 32.223 | cocos-mcpmcp · front-end | Bridge for Cocos Creator 3.8.x enabling code agents to control the editor via 43+ tools for scene manipulation, asset management, UI creation… | 2 stars | No one-command install · Source | |
| 264 | 32.223 | dpineer-pads-logic-schematic-editormcp · front-end | Parses, modifies, and saves PADS Logic V3.0 schematic files with component management, position adjustment, and network connection editing. | 2 stars | No one-command install · Source | |
| 265 | 32.223 | canva-mcp-servermcp · front-end | A Model Context Protocol (MCP) server for Canva integration. Connect Claude Code or any MCP-compatible AI client to your Canva account to search… | 2 stars | No one-command install · Source | |
| 266 | 32.223 | mcp-feedback-enhancedmcp · front-end | Establishes feedback-oriented development workflows with dual Web UI and Desktop interfaces, enabling AI to confirm with users before actions and… | 2 stars | No one-command install · Source | |
| 267 | 32.223 | figmmamcp · front-end | Enables interaction with the Figma API through MCP tools for managing files, projects, and comments, plus a real-time observability dashboard. | 2 stars | No one-command install · Source | |
| 268 | 32.223 | kof-stitch-mcpmcp · front-end | Enables AI-powered UI/UX design generation and management via Google Stitch, handling OAuth authentication automatically for MCP clients like Claude… | 2 stars | No one-command install · Source | |
| 269 | 32.223 | smy383-maxpacemcp · front-end | AI-native community platform accessible through MCP with posts, semantic search, meetups, and reactions. | 2 stars | No one-command install · Source | |
| 270 | 32.223 | visbug-mcpmcp · front-end | Captures visual changes made with VisBug in the browser and exposes them to Claude Code via MCP, allowing developers to apply design modifications to… | 2 stars | No one-command install · Source | |
| 271 | 32.223 | drupal-best-practicesmcp · front-end | Provides access to curated Drupal development standards and security guidelines through searchable CSV-based knowledge covering coding conventions… | 2 stars | No one-command install · Source | |
| 272 | 32.223 | shipbookmcp · front-end | Mobile application log analysis platform with error classification, log search, and debugging tools for iOS, Android, React Native, and Flutter. | 2 stars | No one-command install · Source | |
| 273 | 32.223 | wei-ai-lab-clinical-trial-designmcp · front-end | Provides AI-assisted statistical design for Phase 2 and Phase 3 clinical trials via R-backed MCP tools. | 2 stars | No one-command install · Source | |
| 274 | 32.223 | udaykumar-dhokia-flowmcp · front-end | Visual no-code platform for designing and deploying MCP servers through a drag-and-drop node editor that generates TypeScript code. | 2 stars | No one-command install · Source | |
| 275 | 32.223 | vanikya-aimcp · front-end | Generate images, videos, vectors, and Lottie animations, run SEO analysis, and access creative insights via the Vanikya AI platform. | 2 stars | No one-command install · Source | |
| 276 | 32.223 | vola-trebla-react-render-profilermcp · front-end | Decodes React DevTools Profiler exports into render summaries and memoization advice. | 2 stars | No one-command install · Source | |
| 277 | 32.223 | react-render-profile-mcpmcp · front-end | Enables AI agents to profile React applications, detect performance bottlenecks, and automatically apply fixes like memoization and code hoisting. | 2 stars | No one-command install · Source | |
| 278 | 32.223 | sanjeev23oct-figma-design-processormcp · front-end | Transforms Figma designs into structured data for React implementation, providing tools to extract component details, styles, and layout properties… | 2 stars | No one-command install · Source | |
| 279 | 32.223 | python-mcp-toolkit-servermcp · front-end | A Python-based MCP server for file operations, web search with fallback, and task management, designed for Termux and extensible via plugins. | 2 stars | No one-command install · Source | |
| 280 | 32.223 | clo3d-mcpmcp · front-end | Enables AI-assisted garment design by letting Claude (or any MCP host) drive CLO3D — import projects, dress avatars, assign fabrics, simulate cloth… | 2 stars | No one-command install · Source | |
| 281 | 32.223 | cocos-mcp-server-2mcp · front-end | Enables AI assistants to directly control the Cocos Creator game editor via MCP protocol, supporting scene management, node manipulation, component… | 2 stars | No one-command install · Source | |
| 282 | 32.223 | talk-to-figma-mcpmcp · front-end | Enables AI agents to read and modify Figma designs programmatically through WebSocket communication, supporting document manipulation, styling, text… | 2 stars | No one-command install · Source | |
| 283 | 32.223 | mcp-mumumcp · front-end | MCP server to control MuMu Player 12 Android emulator, providing 59 tools for emulator lifecycle, app management, UI automation, screenshots, and… | 2 stars | No one-command install · Source | |
| 284 | 32.223 | ui-mcpmcp · front-end | Gives MCP clients access to a registry of elite UI patterns, components, and motion configs with real, copy-pasteable React/TSX implementations. | 2 stars | No one-command install · Source | |
| 285 | 32.223 | mcp-font-splitmcp · front-end | Provides font subsetting and web-font generation tools (split_font, split_font_batch, inspect_split_output) using cn-font-split, enabling optimized… | 2 stars | No one-command install · Source | |
| 286 | 32.223 | lokimcp · front-end | Loki lets an AI agent run an entire website at runtime — content schema, content, code, routes, and design — through a single MCP endpoint. | 2 stars | No one-command install · Source | |
| 287 | 32.223 | tkmd-reftrixmcpmcp · front-end | Web design analysis with 26 tools for layout, motion, quality assessment, and semantic search via pgvector. | 2 stars | No one-command install · Source | |
| 288 | 32.223 | atlas-uimcp · front-end | MCP server that gives Claude deep awareness of your frontend codebase by scanning components, hooks, services, routes, and data flow for React or Vue… | 2 stars | No one-command install · Source | |
| 289 | 32.223 | sap-security-notes-mcp-servermcp · front-end | Enables querying SAP Security Note metadata including Patch Day releases, CVSS scores, CVEs, affected components, and actively-exploited status via… | 2 stars | No one-command install · Source | |
| 290 | 32.223 | frida-ios-mcpmcp · front-end | MCP server for iOS Frida exploration enabling app control, UI interaction, and media import via spawn sessions on jailbroken devices. | 2 stars | No one-command install · Source | |
| 291 | 32.223 | crowd-test-mcp-2mcp · front-end | ▎ Enables AI assistants to unleash a crowd of role-played virtual users — impatient shoppers, seniors, keyboard-only users, privacy hawks, chaos… | 2 stars | No one-command install · Source | |
| 292 | 32.223 | lanhu-uimcp · front-end | Fetches Lanhu UI design specs and assets with minimal tokens, enabling coding agents to implement high-fidelity UI by providing precise coordinates… | 2 stars | No one-command install · Source | |
| 293 | 32.223 | mcp-drone-agentmcp · front-end | Enables natural language control of a simulated drone for search missions, with tools for takeoff, movement, scanning, and landing via MCP. | 2 stars | No one-command install · Source | |
| 294 | 32.223 | appshots-mcpmcp · front-end | Unofficial MCP server for appshots.design that enables AI assistants to search and view real app screenshots for grounded design research. | 2 stars | No one-command install · Source | |
| 295 | 32.223 | revisemymcp · front-end | Open-source human-in-the-loop design review tool that enables AI agents to upload UI screenshots for human feedback, with MCP tools for creating… | 2 stars | No one-command install · Source | |
| 296 | 32.223 | retro-diffusion-mcp-servermcp · front-end | Generate real pixel art — sprites, animations, and tilesets — from any MCP-capable AI assistant. Grid-aligned pixels, controlled palettes, transparent… | 2 stars | No one-command install · Source | |
| 297 | 32.223 | persona-mcp-servermcp · front-end | Enables AI assistants to control a desktop virtual character (VRM) by playing animations, showing/hiding the character, and checking runtime status… | 2 stars | No one-command install · Source | |
| 298 | 32.223 | petromcpmcp · front-end | A local-first MCP server for reading petroleum data formats like LAS and DLIS, designed for teams whose data cannot leave their machine. It provides… | 2 stars | No one-command install · Source | |
| 299 | 32.223 | expo-mcp-servermcp · front-end | A secure local MCP server that allows AI assistants to inspect and diagnose Expo-based React Native projects, offering read-only tools for project… | 2 stars | No one-command install · Source | |
| 300 | 32.223 | moho-mcp-servermcp · front-end | An MCP server for Moho Pro 14 that lets MCP clients inspect documents, edit layers and animation, render frames, capture the Moho window, and send… | 2 stars | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.